The best first AI workflow is rarely the most spectacular. Choose a task that recurs often, has clear inputs, produces reviewable outputs and causes limited harm when it fails.
The scorecard
| Criterion | 1 point | 3 points | 5 points |
|---|---|---|---|
| Volume | Monthly | Weekly | Daily |
| Repeatability | Different each time | Partly fixed | Fixed steps |
| Input quality | Fragmented | Mostly usable | Structured |
| Reviewability | Subjective | Criteria possible | Clearly checkable |
| Risk | High | Manageable | Low |
Add the first four scores and subtract the risk score. Use the result to start a discussion, not to make an automatic decision.
Good first candidates
- Summarizing a research brief into a fixed format.
- Running an initial anomaly check on campaign data.
- Restructuring approved long-form content into channel variants.
- Checking naming, links or required fields against a checklist.
What not to automate first
Avoid sensitive personal data, autonomous external publishing, legal or financial claims, and decisions where nuance and accountability are high. AI will not fix a chaotic process merely by being added to it.
Design a pilot
- Record current time, quality and error types.
- Define allowed sources and required output.
- Make human review mandatory.
- Test real examples, including difficult edge cases.
- Compare time saved with correction effort.
The decision point
A pilot succeeds when the total task becomes measurably better: faster or more consistent, without review burden and risk cancelling the gain. Document ownership and the date for reassessment.
Sources & further reading
This framework is Samsina’s practical interpretation. The following primary sources provide useful platform or governance context.
NIST AI Risk Management FrameworkA practical public framework for identifying and managing AI risk.↗European Commission — AI regulatory frameworkOfficial EU overview of the AI Act and risk-based obligations.↗Author: Sina Dadmehr, founder of Samsina and specialist in performance marketing and demand generation. Reviewed 10 August 2026.